codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

deepseek-coder:6.7b

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score

63 vs 57

Hardware Fit

97 vs 98

Quality Score

49 vs 39

Hardware

codellama:7b deepseek-coder:6.7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

codellama:7b deepseek-coder:6.7b

Tokens/sec23.624.1

TTFT297 ms251 ms

Load time0.9 s0.9 s

Memory usage12.6 GB12.6 GB

Memory %39%39%

HW Fit Score Breakdown

codellama:7b

Speed

37/40

TTFT

30/30

Memory

30/30

deepseek-coder:6.7b

Speed

38/40

TTFT

30/30

Memory

30/30

Quality

codellama:7b

Reasoning

6/20

Coding

7/20

Instruction

12/20

Structured

13/15

Math

3/15

Multilingual

8/10

Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong

deepseek-coder:6.7b

Reasoning

4/20

Coding

14/20

Instruction

9/20

Structured

6/15

Math

1/15

Multilingual

5/10

Reasoning: Poor Coding: Adequate Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Weak

View codellama:7b details | View deepseek-coder:6.7b details

Run yours and compare

npx metrillm@latest bench

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